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Team Workspace

An agent platform I designed and built for workplace messaging tools.

How a request moves

  1. A shared AI room per channel

    This build runs on Slack; Teams and Google Chat could connect too.

  2. No fixed workflow

    At every step an LLM orchestrator decides which tools to call.

  3. Specialist agents as tools

    The orchestrator runs up to three tools at a time and reads the results.

  4. Answers cite their sources

    The room shows the work as it happens.

  5. A person approves what goes out

    Nothing goes out on its own. A teammate sends it to Slack.

ORCHESTRATION LLM Teams Google Chat Zoom Slack A person sends Cited answer Shared AI room1 channel = 1 room Orchestrator Chat Search Documents Web Researchown loop Email CRM Salesown flow Quoteown flow Claude GPT Gemini Llama History Pinned Knowledge Memo asks the LLM loop · up to 25 steps picks tools up to three tools at a time notes 1 2 3 4 5 6 7 ORCHESTRATION LLM Teams GoogleChat Zoom Slack A person sends Cited answer Shared AI room1 channel = 1 room Orchestrator ChatSearch Documents WebResearchown loop Email CRM Salesown flow Quoteown flow Claude GPT Gemini Llama History Knowledge Pinned Memo asks the LLM loop · up to 25 steps picks tools up to three tools at a time notes 1 2 3 4 5 6 7
Select an agent in the map to watch it work.

Real case · mockup

One request, start to finish

From a question in a Slack channel to a reply a teammate approves.

In the app, each Slack channel is a shared AI room. The right pane is the live channel.
Illustrative demo · fictional records · tool names from one real deployment